Projects

Things I've built

A sky of skills. Tap a star to light up the project where it does the most work.

10 skills · 4 projects

AI-powered knowledge base 2026

NeuroNote

A local-first knowledge base that turns scattered notes into a typed property graph you can query.

Runs saved notes through LLM-backed NLP pipelines to extract entities, relations, backlinks, and block-level references into a typed property graph.
Production-style backend with graph APIs, media and export workflows, migration-first schema management, CI-style validation, and extensive unit and integration coverage.

FastAPI · PostgreSQL · Apache AGE · pgvector · Alembic · Docker

Information-theory Monte Carlo localization 2026

An information-theory take on Monte Carlo localization, built for real-time belief updates.

Ran ablation studies across 7 localization variants on a custom Numba ray-casting kernel that reached 20–50× speedups for real-time belief updates.
Developed an entropy-adaptive filter (MPF-E) extending the source paper, tested across 4 map geometries and 30 noise configurations to characterize filter stability.

Python · Numba · Probabilistic methods

Agentic travel chat with RAG 2025

An agentic travel planner that books real itineraries and was built to be usable by everyone.

Built an agentic RAG engine with Gemini and FastAPI, integrating real-time Amadeus and Google APIs for flight and itinerary workflows.
Engineered an accessibility-first UI with 100% screen-reader compatibility and 0–10 safety scoring to keep it usable for diverse populations.

Gemini · FastAPI · RAG

Microsoft malware prediction 2025

A Big Data pipeline for malware prediction that placed in the top 10% of a 2,400-strong field.

Ranked Top 10% (Silver tier) among 2,400+ participants with a Big Data pipeline using LightGBM and XGBoost ensembles.
Lifted predictive performance by 15% through PCA/LDA feature engineering on telemetry datasets of millions of records.

LightGBM · XGBoost · PCA/LDA